Causality is a core cognitive concept and appears in many natural language processing (NLP) works that aim to tackle inference and understanding [1]}, [2]}, [3]}. Generally, a causal relation is a semantic relationship between two arguments known as cause and effect, in which the occurrence of one (cause argument) causes the occurrence of the other (effect argument) [4]}.
